Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:22:45.361809 |
|---|---|
| Analysis finished | 2020-08-25 00:23:06.693412 |
| Duration | 21.33 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.053313293425845e-10 |
|---|---|
| Minimum | -2.446849822998047 |
| Maximum | 2.562549829483032 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.446849823 |
|---|---|
| 5-th percentile | -1.642515182 |
| Q1 | -0.7172730416 |
| median | -0.01810993813 |
| Q3 | 0.7813603729 |
| 95-th percentile | 1.614997482 |
| Maximum | 2.562549829 |
| Range | 5.009399652 |
| Interquartile range (IQR) | 1.498633415 |
Descriptive statistics
| Standard deviation | 0.999999997 |
|---|---|
| Coefficient of variation (CV) | -1417773400 |
| Kurtosis | -0.7399375447 |
| Mean | -7.053313293e-10 |
| Median Absolute Deviation (MAD) | 0.7617934942 |
| Skewness | -0.02041391703 |
| Sum | -7.053313293e-07 |
| Variance | 0.9999999941 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.6205276847 | 1 | 0.1% | |
| -0.5885307193 | 1 | 0.1% | |
| 1.005240202 | 1 | 0.1% | |
| 0.9546279907 | 1 | 0.1% | |
| -0.6842564344 | 1 | 0.1% | |
| 0.9772228599 | 1 | 0.1% | |
| 1.095069051 | 1 | 0.1% | |
| -0.4879544377 | 1 | 0.1% | |
| -0.5450764894 | 1 | 0.1% | |
| -0.9803326726 | 1 | 0.1% | |
| -1.786447167 | 1 | 0.1% | |
| -2.13538456 | 1 | 0.1% | |
| 1.771121264 | 1 | 0.1% | |
| 1.153294683 | 1 | 0.1% | |
| -0.8971259594 | 1 | 0.1% | |
| -0.7608540654 | 1 | 0.1% | |
| -0.3463760912 | 1 | 0.1% | |
| 1.259084702 | 1 | 0.1% | |
| -0.5689950585 | 1 | 0.1% | |
| 0.2159788907 | 1 | 0.1% | |
| -1.982862473 | 1 | 0.1% | |
| -0.03861345351 | 1 | 0.1% | |
| -0.8677477837 | 1 | 0.1% | |
| -1.559841156 | 1 | 0.1% | |
| 1.11452806 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.446849823 | 1 | 0.1% | |
| -2.423671007 | 1 | 0.1% | |
| -2.216450453 | 1 | 0.1% | |
| -2.14996624 | 1 | 0.1% | |
| -2.146773577 | 1 | 0.1% | |
| -2.139812946 | 1 | 0.1% | |
| -2.13538456 | 1 | 0.1% | |
| -2.11326313 | 1 | 0.1% | |
| -2.054146528 | 1 | 0.1% | |
| -2.032260656 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.562549829 | 1 | 0.1% | |
| 2.484042406 | 1 | 0.1% | |
| 2.277820587 | 1 | 0.1% | |
| 2.180567026 | 1 | 0.1% | |
| 2.165083885 | 1 | 0.1% | |
| 2.115556002 | 1 | 0.1% | |
| 2.110553026 | 1 | 0.1% | |
| 2.088897943 | 1 | 0.1% | |
| 2.050716639 | 1 | 0.1% | |
| 2.035473347 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.1624069884419442e-10 |
|---|---|
| Minimum | -1.840156316757202 |
| Maximum | 1.6901582479476929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.840156317 |
|---|---|
| 5-th percentile | -1.633841556 |
| Q1 | -0.8189271092 |
| median | -0.001359990682 |
| Q3 | 0.8507265896 |
| 95-th percentile | 1.534670126 |
| Maximum | 1.690158248 |
| Range | 3.530314565 |
| Interquartile range (IQR) | 1.669653699 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -8602838854 |
| Kurtosis | -1.135112296 |
| Mean | -1.162406988e-10 |
| Median Absolute Deviation (MAD) | 0.8338763118 |
| Skewness | -0.04794667822 |
| Sum | -1.162406988e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.558593154 | 1 | 0.1% | |
| -1.62241447 | 1 | 0.1% | |
| -1.005287647 | 1 | 0.1% | |
| 1.214714646 | 1 | 0.1% | |
| 1.040858626 | 1 | 0.1% | |
| 0.5944687724 | 1 | 0.1% | |
| 0.948518455 | 1 | 0.1% | |
| 1.684941649 | 1 | 0.1% | |
| 0.4583451152 | 1 | 0.1% | |
| -0.9511598349 | 1 | 0.1% | |
| -0.7604359984 | 1 | 0.1% | |
| 1.649772763 | 1 | 0.1% | |
| 1.559927225 | 1 | 0.1% | |
| 0.5729312897 | 1 | 0.1% | |
| 0.4319719076 | 1 | 0.1% | |
| -0.3255248368 | 1 | 0.1% | |
| -0.7017918229 | 1 | 0.1% | |
| 0.03812704608 | 1 | 0.1% | |
| -1.028290749 | 1 | 0.1% | |
| 1.449848056 | 1 | 0.1% | |
| -0.8063690066 | 1 | 0.1% | |
| -1.116313219 | 1 | 0.1% | |
| -1.061216116 | 1 | 0.1% | |
| -0.3531955481 | 1 | 0.1% | |
| 1.389345884 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.840156317 | 1 | 0.1% | |
| -1.838287711 | 1 | 0.1% | |
| -1.82657814 | 1 | 0.1% | |
| -1.82343173 | 1 | 0.1% | |
| -1.821790338 | 1 | 0.1% | |
| -1.817440391 | 1 | 0.1% | |
| -1.809421062 | 1 | 0.1% | |
| -1.807724357 | 1 | 0.1% | |
| -1.806171775 | 1 | 0.1% | |
| -1.798337221 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.690158248 | 1 | 0.1% | |
| 1.684941649 | 1 | 0.1% | |
| 1.677442312 | 1 | 0.1% | |
| 1.67298615 | 1 | 0.1% | |
| 1.668049693 | 1 | 0.1% | |
| 1.667223573 | 1 | 0.1% | |
| 1.666212082 | 1 | 0.1% | |
| 1.664220452 | 1 | 0.1% | |
| 1.660949707 | 1 | 0.1% | |
| 1.650442123 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1019874364137649e-09 |
|---|---|
| Minimum | -1.7477477788925169 |
| Maximum | 1.7445122003555298 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.747747779 |
|---|---|
| 5-th percentile | -1.552652687 |
| Q1 | -0.8720490038 |
| median | 0.02203442622 |
| Q3 | 0.8510751873 |
| 95-th percentile | 1.57023313 |
| Maximum | 1.7445122 |
| Range | 3.492259979 |
| Interquartile range (IQR) | 1.723124191 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 907451362.4 |
| Kurtosis | -1.194572704 |
| Mean | 1.101987436e-09 |
| Median Absolute Deviation (MAD) | 0.8691810668 |
| Skewness | -0.01915912898 |
| Sum | 1.101987436e-06 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.496089816 | 1 | 0.1% | |
| 0.8345794082 | 1 | 0.1% | |
| -0.06022225693 | 1 | 0.1% | |
| -0.5338671803 | 1 | 0.1% | |
| 0.5676059723 | 1 | 0.1% | |
| -0.07015120238 | 1 | 0.1% | |
| -0.4847053289 | 1 | 0.1% | |
| 0.9322968125 | 1 | 0.1% | |
| 0.8737036586 | 1 | 0.1% | |
| 0.1227910295 | 1 | 0.1% | |
| 0.7760455608 | 1 | 0.1% | |
| -1.385042906 | 1 | 0.1% | |
| -0.5651401877 | 1 | 0.1% | |
| 0.9921443462 | 1 | 0.1% | |
| -1.235667944 | 1 | 0.1% | |
| 0.3604002297 | 1 | 0.1% | |
| -0.4557484388 | 1 | 0.1% | |
| -1.125776052 | 1 | 0.1% | |
| 0.6314942241 | 1 | 0.1% | |
| 1.650011778 | 1 | 0.1% | |
| 0.8302034736 | 1 | 0.1% | |
| 0.574847877 | 1 | 0.1% | |
| -1.497347593 | 1 | 0.1% | |
| 0.05082037672 | 1 | 0.1% | |
| 0.8111720681 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.747747779 | 1 | 0.1% | |
| -1.729460835 | 1 | 0.1% | |
| -1.726462126 | 1 | 0.1% | |
| -1.712123632 | 1 | 0.1% | |
| -1.710567832 | 1 | 0.1% | |
| -1.709223628 | 1 | 0.1% | |
| -1.708258748 | 1 | 0.1% | |
| -1.706555247 | 1 | 0.1% | |
| -1.70617044 | 1 | 0.1% | |
| -1.692001343 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.7445122 | 1 | 0.1% | |
| 1.742726922 | 1 | 0.1% | |
| 1.739254355 | 1 | 0.1% | |
| 1.738132596 | 1 | 0.1% | |
| 1.735954881 | 1 | 0.1% | |
| 1.733147621 | 1 | 0.1% | |
| 1.732590795 | 1 | 0.1% | |
| 1.728478909 | 1 | 0.1% | |
| 1.725592971 | 1 | 0.1% | |
| 1.715092063 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.183951437473297e-10 |
|---|---|
| Minimum | -1.750995397567749 |
| Maximum | 1.6923093795776367 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.750995398 |
|---|---|
| 5-th percentile | -1.592637026 |
| Q1 | -0.8640822172 |
| median | 0.04304082133 |
| Q3 | 0.8735452294 |
| 95-th percentile | 1.513635552 |
| Maximum | 1.69230938 |
| Range | 3.443304777 |
| Interquartile range (IQR) | 1.737627447 |
Descriptive statistics
| Standard deviation | 0.9999999993 |
|---|---|
| Coefficient of variation (CV) | 4578856389 |
| Kurtosis | -1.228868702 |
| Mean | 2.183951437e-10 |
| Median Absolute Deviation (MAD) | 0.8655552268 |
| Skewness | -0.04439505048 |
| Sum | 2.183951437e-07 |
| Variance | 0.9999999986 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.301224232 | 1 | 0.1% | |
| -1.652650356 | 1 | 0.1% | |
| 1.517273545 | 1 | 0.1% | |
| 1.122456908 | 1 | 0.1% | |
| -0.8854430318 | 1 | 0.1% | |
| -0.3761076033 | 1 | 0.1% | |
| 1.255252004 | 1 | 0.1% | |
| -0.7921077013 | 1 | 0.1% | |
| -0.7300206423 | 1 | 0.1% | |
| 1.477902889 | 1 | 0.1% | |
| 1.548209786 | 1 | 0.1% | |
| 0.1619428098 | 1 | 0.1% | |
| -1.720080972 | 1 | 0.1% | |
| 0.3206447363 | 1 | 0.1% | |
| 1.45570755 | 1 | 0.1% | |
| 0.1603213996 | 1 | 0.1% | |
| 0.5338306427 | 1 | 0.1% | |
| 1.157568574 | 1 | 0.1% | |
| -1.587254882 | 1 | 0.1% | |
| 1.321624041 | 1 | 0.1% | |
| -1.49740088 | 1 | 0.1% | |
| -0.2942706645 | 1 | 0.1% | |
| -0.2196863443 | 1 | 0.1% | |
| 0.2420943528 | 1 | 0.1% | |
| -0.2581362724 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.750995398 | 1 | 0.1% | |
| -1.749825478 | 1 | 0.1% | |
| -1.748524308 | 1 | 0.1% | |
| -1.744277239 | 1 | 0.1% | |
| -1.740355968 | 1 | 0.1% | |
| -1.73952508 | 1 | 0.1% | |
| -1.729383945 | 1 | 0.1% | |
| -1.723006964 | 1 | 0.1% | |
| -1.722693205 | 1 | 0.1% | |
| -1.720620871 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.69230938 | 1 | 0.1% | |
| 1.688134074 | 1 | 0.1% | |
| 1.68601954 | 1 | 0.1% | |
| 1.676866055 | 1 | 0.1% | |
| 1.674854159 | 1 | 0.1% | |
| 1.668206215 | 1 | 0.1% | |
| 1.666575193 | 1 | 0.1% | |
| 1.666026115 | 1 | 0.1% | |
| 1.664607167 | 1 | 0.1% | |
| 1.657765746 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5011755660765402e-10 |
|---|---|
| Minimum | -1.7909502983093262 |
| Maximum | 1.7142390012741089 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.790950298 |
|---|---|
| 5-th percentile | -1.611753684 |
| Q1 | -0.8274279088 |
| median | 0.02870647702 |
| Q3 | 0.8657332212 |
| 95-th percentile | 1.525703478 |
| Maximum | 1.714239001 |
| Range | 3.5051893 |
| Interquartile range (IQR) | 1.69316113 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 6661446023 |
| Kurtosis | -1.16530104 |
| Mean | 1.501175566e-10 |
| Median Absolute Deviation (MAD) | 0.8518537423 |
| Skewness | -0.06941125505 |
| Sum | 1.501175566e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.222655058 | 1 | 0.1% | |
| -0.7038446665 | 1 | 0.1% | |
| 1.571612 | 1 | 0.1% | |
| 1.528642058 | 1 | 0.1% | |
| -0.7830736041 | 1 | 0.1% | |
| -0.4438499808 | 1 | 0.1% | |
| 0.8033797145 | 1 | 0.1% | |
| 0.6373633742 | 1 | 0.1% | |
| 1.396973968 | 1 | 0.1% | |
| -0.8209542036 | 1 | 0.1% | |
| 0.48859936 | 1 | 0.1% | |
| 0.781884253 | 1 | 0.1% | |
| -0.3593294919 | 1 | 0.1% | |
| 1.173134327 | 1 | 0.1% | |
| -0.9902510643 | 1 | 0.1% | |
| -0.3167186677 | 1 | 0.1% | |
| 1.575399995 | 1 | 0.1% | |
| 1.615733743 | 1 | 0.1% | |
| 0.5806983113 | 1 | 0.1% | |
| -0.7896809578 | 1 | 0.1% | |
| 0.245759517 | 1 | 0.1% | |
| -0.09065294266 | 1 | 0.1% | |
| 1.255129337 | 1 | 0.1% | |
| 0.09431475401 | 1 | 0.1% | |
| 0.3872473836 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.790950298 | 1 | 0.1% | |
| -1.787055135 | 1 | 0.1% | |
| -1.785997152 | 1 | 0.1% | |
| -1.783198118 | 1 | 0.1% | |
| -1.775530577 | 1 | 0.1% | |
| -1.775415301 | 1 | 0.1% | |
| -1.771832705 | 1 | 0.1% | |
| -1.765976429 | 1 | 0.1% | |
| -1.765785456 | 1 | 0.1% | |
| -1.7647506 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.714239001 | 1 | 0.1% | |
| 1.710922837 | 1 | 0.1% | |
| 1.705892324 | 1 | 0.1% | |
| 1.702207685 | 1 | 0.1% | |
| 1.696716547 | 1 | 0.1% | |
| 1.696707606 | 1 | 0.1% | |
| 1.683778405 | 1 | 0.1% | |
| 1.683729529 | 1 | 0.1% | |
| 1.678676486 | 1 | 0.1% | |
| 1.677152038 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.835922926664352e-10 |
|---|---|
| Minimum | -1.73227059841156 |
| Maximum | 1.8098889589309688 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.732270598 |
|---|---|
| 5-th percentile | -1.562838262 |
| Q1 | -0.8666049987 |
| median | 0.03549011052 |
| Q3 | 0.8243088424 |
| 95-th percentile | 1.572664303 |
| Maximum | 1.809888959 |
| Range | 3.542159557 |
| Interquartile range (IQR) | 1.690913841 |
Descriptive statistics
| Standard deviation | 0.9999999995 |
|---|---|
| Coefficient of variation (CV) | 1131743687 |
| Kurtosis | -1.163928533 |
| Mean | 8.835922927e-10 |
| Median Absolute Deviation (MAD) | 0.8523602188 |
| Skewness | 0.005909247146 |
| Sum | 8.835922927e-07 |
| Variance | 0.9999999989 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.6191404462 | 1 | 0.1% | |
| 0.7701720595 | 1 | 0.1% | |
| -1.053790212 | 1 | 0.1% | |
| 0.5201913714 | 1 | 0.1% | |
| -0.495446384 | 1 | 0.1% | |
| 0.8695076704 | 1 | 0.1% | |
| -0.08650783449 | 1 | 0.1% | |
| -0.5182330608 | 1 | 0.1% | |
| -1.458337069 | 1 | 0.1% | |
| 0.7408857942 | 1 | 0.1% | |
| 1.733902693 | 1 | 0.1% | |
| -0.8658825159 | 1 | 0.1% | |
| -0.7486916184 | 1 | 0.1% | |
| 1.075505257 | 1 | 0.1% | |
| -0.1033516973 | 1 | 0.1% | |
| -0.9095172286 | 1 | 0.1% | |
| 0.587623775 | 1 | 0.1% | |
| -0.5377468467 | 1 | 0.1% | |
| 0.1305190474 | 1 | 0.1% | |
| 1.348923087 | 1 | 0.1% | |
| -0.4827383757 | 1 | 0.1% | |
| 1.294229746 | 1 | 0.1% | |
| 0.02381369658 | 1 | 0.1% | |
| -0.7252367139 | 1 | 0.1% | |
| -0.9739522338 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.732270598 | 1 | 0.1% | |
| -1.720366597 | 1 | 0.1% | |
| -1.712661743 | 1 | 0.1% | |
| -1.71135807 | 1 | 0.1% | |
| -1.701129794 | 1 | 0.1% | |
| -1.698770761 | 1 | 0.1% | |
| -1.698090196 | 1 | 0.1% | |
| -1.694718361 | 1 | 0.1% | |
| -1.693925142 | 1 | 0.1% | |
| -1.689234734 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.809888959 | 1 | 0.1% | |
| 1.807334065 | 1 | 0.1% | |
| 1.805827856 | 1 | 0.1% | |
| 1.805071712 | 1 | 0.1% | |
| 1.799856305 | 1 | 0.1% | |
| 1.796999693 | 1 | 0.1% | |
| 1.796679258 | 1 | 0.1% | |
| 1.795431495 | 1 | 0.1% | |
| 1.791655421 | 1 | 0.1% | |
| 1.779750586 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.185153663158416e-10 |
|---|---|
| Minimum | -1.7031153440475464 |
| Maximum | 1.7507447004318235 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.703115344 |
|---|---|
| 5-th percentile | -1.5001257 |
| Q1 | -0.8846906722 |
| median | -0.02236378938 |
| Q3 | 0.899836123 |
| 95-th percentile | 1.55822745 |
| Maximum | 1.7507447 |
| Range | 3.453860044 |
| Interquartile range (IQR) | 1.784526795 |
Descriptive statistics
| Standard deviation | 0.9999999985 |
|---|---|
| Coefficient of variation (CV) | 1391758681 |
| Kurtosis | -1.252697029 |
| Mean | 7.185153663e-10 |
| Median Absolute Deviation (MAD) | 0.8868416026 |
| Skewness | 0.0353601526 |
| Sum | 7.185153663e-07 |
| Variance | 0.9999999971 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.585931063 | 1 | 0.1% | |
| -0.2325834036 | 1 | 0.1% | |
| -1.231805205 | 1 | 0.1% | |
| 1.184927821 | 1 | 0.1% | |
| 0.7741017342 | 1 | 0.1% | |
| -1.298202753 | 1 | 0.1% | |
| 1.372419119 | 1 | 0.1% | |
| -0.6323081255 | 1 | 0.1% | |
| -0.5959634185 | 1 | 0.1% | |
| -0.6591191888 | 1 | 0.1% | |
| 0.8151062131 | 1 | 0.1% | |
| -1.696614146 | 1 | 0.1% | |
| 1.044267893 | 1 | 0.1% | |
| 0.9051481485 | 1 | 0.1% | |
| -0.4059265852 | 1 | 0.1% | |
| 1.485664368 | 1 | 0.1% | |
| 0.2674995661 | 1 | 0.1% | |
| 0.2874312699 | 1 | 0.1% | |
| -0.1525045186 | 1 | 0.1% | |
| 0.9147049189 | 1 | 0.1% | |
| -1.407532692 | 1 | 0.1% | |
| 0.2477186918 | 1 | 0.1% | |
| 0.7740771174 | 1 | 0.1% | |
| -1.274714947 | 1 | 0.1% | |
| -1.337210655 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.703115344 | 1 | 0.1% | |
| -1.696614146 | 1 | 0.1% | |
| -1.689468741 | 1 | 0.1% | |
| -1.689348698 | 1 | 0.1% | |
| -1.688356996 | 1 | 0.1% | |
| -1.68553865 | 1 | 0.1% | |
| -1.683164358 | 1 | 0.1% | |
| -1.676528811 | 1 | 0.1% | |
| -1.668105602 | 1 | 0.1% | |
| -1.668071151 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.7507447 | 1 | 0.1% | |
| 1.740396976 | 1 | 0.1% | |
| 1.74039495 | 1 | 0.1% | |
| 1.738137007 | 1 | 0.1% | |
| 1.735351682 | 1 | 0.1% | |
| 1.734972596 | 1 | 0.1% | |
| 1.726837277 | 1 | 0.1% | |
| 1.721357465 | 1 | 0.1% | |
| 1.71325314 | 1 | 0.1% | |
| 1.708492756 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.6316771507263184e-09 |
|---|---|
| Minimum | -1.7458435297012331 |
| Maximum | 1.6194801330566406 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.74584353 |
|---|---|
| 5-th percentile | -1.566684365 |
| Q1 | -0.8755166233 |
| median | 0.03902872466 |
| Q3 | 0.9315992594 |
| 95-th percentile | 1.463683724 |
| Maximum | 1.619480133 |
| Range | 3.365323663 |
| Interquartile range (IQR) | 1.807115883 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -612866338.3 |
| Kurtosis | -1.277091182 |
| Mean | -1.631677151e-09 |
| Median Absolute Deviation (MAD) | 0.9118739963 |
| Skewness | -0.0663797198 |
| Sum | -1.631677151e-06 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.06738181412 | 1 | 0.1% | |
| 0.6920782924 | 1 | 0.1% | |
| -1.13643527 | 1 | 0.1% | |
| 0.8932690024 | 1 | 0.1% | |
| 1.490413904 | 1 | 0.1% | |
| 0.8644000292 | 1 | 0.1% | |
| -1.380279183 | 1 | 0.1% | |
| 0.1236205176 | 1 | 0.1% | |
| -0.5328671336 | 1 | 0.1% | |
| 1.44160974 | 1 | 0.1% | |
| 0.7428107858 | 1 | 0.1% | |
| 1.325572371 | 1 | 0.1% | |
| -1.579476953 | 1 | 0.1% | |
| 1.494746447 | 1 | 0.1% | |
| 1.067751527 | 1 | 0.1% | |
| 0.2538197935 | 1 | 0.1% | |
| -1.045606256 | 1 | 0.1% | |
| 0.9705756307 | 1 | 0.1% | |
| 0.4056052566 | 1 | 0.1% | |
| -0.420253545 | 1 | 0.1% | |
| 1.317728758 | 1 | 0.1% | |
| 1.259127021 | 1 | 0.1% | |
| 1.454438448 | 1 | 0.1% | |
| 0.403647393 | 1 | 0.1% | |
| -0.6523201466 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.74584353 | 1 | 0.1% | |
| -1.745717406 | 1 | 0.1% | |
| -1.73620677 | 1 | 0.1% | |
| -1.727442384 | 1 | 0.1% | |
| -1.727318406 | 1 | 0.1% | |
| -1.726270676 | 1 | 0.1% | |
| -1.724970698 | 1 | 0.1% | |
| -1.721855044 | 1 | 0.1% | |
| -1.718177199 | 1 | 0.1% | |
| -1.715204954 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.619480133 | 1 | 0.1% | |
| 1.61544764 | 1 | 0.1% | |
| 1.615251303 | 1 | 0.1% | |
| 1.609398603 | 1 | 0.1% | |
| 1.608331084 | 1 | 0.1% | |
| 1.607964754 | 1 | 0.1% | |
| 1.603040814 | 1 | 0.1% | |
| 1.602963448 | 1 | 0.1% | |
| 1.602215409 | 1 | 0.1% | |
| 1.600049257 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.734029062092304e-10 |
|---|---|
| Minimum | -1.7076772451400757 |
| Maximum | 1.7891278266906738 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.707677245 |
|---|---|
| 5-th percentile | -1.544352007 |
| Q1 | -0.8800190538 |
| median | -0.008789218962 |
| Q3 | 0.8440735489 |
| 95-th percentile | 1.567001814 |
| Maximum | 1.789127827 |
| Range | 3.496805072 |
| Interquartile range (IQR) | 1.724092603 |
Descriptive statistics
| Standard deviation | 0.9999999998 |
|---|---|
| Coefficient of variation (CV) | -2112365570 |
| Kurtosis | -1.160051454 |
| Mean | -4.734029062e-10 |
| Median Absolute Deviation (MAD) | 0.8601358831 |
| Skewness | 0.0297324956 |
| Sum | -4.734029062e-07 |
| Variance | 0.9999999997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.03736357391 | 1 | 0.1% | |
| 1.740414858 | 1 | 0.1% | |
| -0.8874329329 | 1 | 0.1% | |
| -0.08749142289 | 1 | 0.1% | |
| -0.3167618811 | 1 | 0.1% | |
| -1.415481329 | 1 | 0.1% | |
| 0.245294258 | 1 | 0.1% | |
| -0.1033595875 | 1 | 0.1% | |
| 0.6706748605 | 1 | 0.1% | |
| -0.7057775855 | 1 | 0.1% | |
| -0.677011013 | 1 | 0.1% | |
| -1.065015435 | 1 | 0.1% | |
| 0.6432729363 | 1 | 0.1% | |
| 1.291125298 | 1 | 0.1% | |
| 0.02028530277 | 1 | 0.1% | |
| 0.5553722382 | 1 | 0.1% | |
| 1.747384191 | 1 | 0.1% | |
| -0.3099122941 | 1 | 0.1% | |
| 1.223259687 | 1 | 0.1% | |
| -0.3369646072 | 1 | 0.1% | |
| -1.231812 | 1 | 0.1% | |
| 0.9420772195 | 1 | 0.1% | |
| -0.05704855919 | 1 | 0.1% | |
| 1.063830376 | 1 | 0.1% | |
| -0.4934964478 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.707677245 | 1 | 0.1% | |
| -1.706737757 | 1 | 0.1% | |
| -1.706549883 | 1 | 0.1% | |
| -1.705553651 | 1 | 0.1% | |
| -1.705517054 | 1 | 0.1% | |
| -1.702869773 | 1 | 0.1% | |
| -1.70105052 | 1 | 0.1% | |
| -1.698980451 | 1 | 0.1% | |
| -1.695329785 | 1 | 0.1% | |
| -1.694348693 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.789127827 | 1 | 0.1% | |
| 1.780210853 | 1 | 0.1% | |
| 1.776211619 | 1 | 0.1% | |
| 1.767069578 | 1 | 0.1% | |
| 1.765241981 | 1 | 0.1% | |
| 1.758087873 | 1 | 0.1% | |
| 1.752850652 | 1 | 0.1% | |
| 1.752657294 | 1 | 0.1% | |
| 1.752540588 | 1 | 0.1% | |
| 1.749108911 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.399253960698843e-09 |
|---|---|
| Minimum | -1.7595716714859009 |
| Maximum | 1.7092487812042236 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.759571671 |
|---|---|
| 5-th percentile | -1.567751127 |
| Q1 | -0.8652437627 |
| median | 0.01058290154 |
| Q3 | 0.8716785759 |
| 95-th percentile | 1.558166844 |
| Maximum | 1.709248781 |
| Range | 3.468820453 |
| Interquartile range (IQR) | 1.736922339 |
Descriptive statistics
| Standard deviation | 0.9999999988 |
|---|---|
| Coefficient of variation (CV) | 714666548.6 |
| Kurtosis | -1.186997593 |
| Mean | 1.399253961e-09 |
| Median Absolute Deviation (MAD) | 0.8643809855 |
| Skewness | -0.01555505209 |
| Sum | 1.399253961e-06 |
| Variance | 0.9999999976 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.4573056996 | 1 | 0.1% | |
| 0.9507735968 | 1 | 0.1% | |
| 1.509132028 | 1 | 0.1% | |
| 0.1940121055 | 1 | 0.1% | |
| 1.51303196 | 1 | 0.1% | |
| -1.536466241 | 1 | 0.1% | |
| -0.4120977521 | 1 | 0.1% | |
| -1.341141462 | 1 | 0.1% | |
| 1.598951101 | 1 | 0.1% | |
| -0.05228632689 | 1 | 0.1% | |
| 1.102848053 | 1 | 0.1% | |
| 0.2120742947 | 1 | 0.1% | |
| -0.09358579665 | 1 | 0.1% | |
| 1.512994766 | 1 | 0.1% | |
| 0.9734053016 | 1 | 0.1% | |
| -1.735642791 | 1 | 0.1% | |
| -1.305913925 | 1 | 0.1% | |
| 0.8150860071 | 1 | 0.1% | |
| -1.485639215 | 1 | 0.1% | |
| -0.9986771941 | 1 | 0.1% | |
| 0.1622665823 | 1 | 0.1% | |
| 0.02884999849 | 1 | 0.1% | |
| -1.553435445 | 1 | 0.1% | |
| 1.360625148 | 1 | 0.1% | |
| 1.316089749 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.759571671 | 1 | 0.1% | |
| -1.758743882 | 1 | 0.1% | |
| -1.75579226 | 1 | 0.1% | |
| -1.745085597 | 1 | 0.1% | |
| -1.743607998 | 1 | 0.1% | |
| -1.742393017 | 1 | 0.1% | |
| -1.742090225 | 1 | 0.1% | |
| -1.74192524 | 1 | 0.1% | |
| -1.735642791 | 1 | 0.1% | |
| -1.730273962 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.709248781 | 1 | 0.1% | |
| 1.705468535 | 1 | 0.1% | |
| 1.703754067 | 1 | 0.1% | |
| 1.695248127 | 1 | 0.1% | |
| 1.68494916 | 1 | 0.1% | |
| 1.678861856 | 1 | 0.1% | |
| 1.677991867 | 1 | 0.1% | |
| 1.677504301 | 1 | 0.1% | |
| 1.670884967 | 1 | 0.1% | |
| 1.67068696 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0043149805127882e-09 |
|---|---|
| Minimum | -2.832218885421753 |
| Maximum | 2.2488553524017334 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.832218885 |
|---|---|
| 5-th percentile | -1.802312911 |
| Q1 | -0.7380957007 |
| median | 0.1588120311 |
| Q3 | 0.7720519304 |
| 95-th percentile | 1.447720957 |
| Maximum | 2.248855352 |
| Range | 5.081074238 |
| Interquartile range (IQR) | 1.510147631 |
Descriptive statistics
| Standard deviation | 0.9999999997 |
|---|---|
| Coefficient of variation (CV) | 995703558.2 |
| Kurtosis | -0.5451687087 |
| Mean | 1.004314981e-09 |
| Median Absolute Deviation (MAD) | 0.7079729587 |
| Skewness | -0.4264423281 |
| Sum | 1.004314981e-06 |
| Variance | 0.9999999993 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -2.390614986 | 1 | 0.1% | |
| -1.423135161 | 1 | 0.1% | |
| 0.7122322321 | 1 | 0.1% | |
| 0.3001333475 | 1 | 0.1% | |
| 0.7897186875 | 1 | 0.1% | |
| 0.1998706758 | 1 | 0.1% | |
| 0.09138981998 | 1 | 0.1% | |
| -0.4368477166 | 1 | 0.1% | |
| 0.1896151453 | 1 | 0.1% | |
| 0.4202443361 | 1 | 0.1% | |
| 0.3483942449 | 1 | 0.1% | |
| -0.7545508742 | 1 | 0.1% | |
| 1.454400659 | 1 | 0.1% | |
| 0.2262329459 | 1 | 0.1% | |
| 0.6510221958 | 1 | 0.1% | |
| 0.4124233127 | 1 | 0.1% | |
| 0.7642810345 | 1 | 0.1% | |
| -1.552037716 | 1 | 0.1% | |
| 0.7428146601 | 1 | 0.1% | |
| 0.8757261038 | 1 | 0.1% | |
| 0.9517959356 | 1 | 0.1% | |
| 0.6724979281 | 1 | 0.1% | |
| -0.6568720341 | 1 | 0.1% | |
| -1.977805734 | 1 | 0.1% | |
| 0.967227757 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.832218885 | 1 | 0.1% | |
| -2.767275572 | 1 | 0.1% | |
| -2.632404089 | 1 | 0.1% | |
| -2.546908617 | 1 | 0.1% | |
| -2.474461079 | 1 | 0.1% | |
| -2.442128181 | 1 | 0.1% | |
| -2.411650658 | 1 | 0.1% | |
| -2.397892952 | 1 | 0.1% | |
| -2.390614986 | 1 | 0.1% | |
| -2.379799843 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.248855352 | 1 | 0.1% | |
| 2.169369698 | 1 | 0.1% | |
| 2.005382776 | 1 | 0.1% | |
| 1.966469288 | 1 | 0.1% | |
| 1.924691558 | 1 | 0.1% | |
| 1.904442072 | 1 | 0.1% | |
| 1.861966848 | 1 | 0.1% | |
| 1.829679966 | 1 | 0.1% | |
| 1.82769382 | 1 | 0.1% | |
| 1.790361166 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.253314 | 1.422196 | 0.051152 | -0.553307 | 0.641022 | 0.976680 | 0.636818 | 1.326494 | -0.191315 | 1.266632 | 0.027008 |
| 1 | -0.265436 | 0.158235 | -1.101055 | 1.038427 | -0.100404 | 0.755842 | 1.296684 | 1.170968 | 1.314848 | -0.277808 | 1.080517 |
| 2 | 0.553340 | 1.492693 | -1.106239 | 1.039904 | 1.314257 | -0.252222 | 1.654212 | -0.395913 | 0.742190 | -0.755970 | -0.577395 |
| 3 | 0.257106 | 0.101673 | 0.674655 | 0.263117 | 1.483258 | 1.261019 | -0.813460 | -0.204744 | -1.274157 | 1.102848 | 0.291893 |
| 4 | -0.917179 | -1.241753 | 0.589486 | -1.031419 | -0.827130 | 0.572551 | -0.548512 | -0.201588 | -1.069301 | 0.499185 | -0.565285 |
| 5 | 0.548444 | 1.602389 | -1.549217 | 1.352638 | -1.738407 | -1.382940 | -1.318581 | -1.623646 | -1.337004 | -0.450253 | -0.664754 |
| 6 | -0.024753 | -0.294402 | 0.366356 | 1.044628 | 0.976566 | 1.765714 | 0.575131 | -1.363029 | -1.035936 | -0.032049 | 1.236952 |
| 7 | -0.286266 | 0.370127 | -0.567797 | 0.176517 | 0.974586 | -1.523185 | -0.253530 | 1.011183 | -0.930602 | -0.784592 | 0.299242 |
| 8 | -0.304032 | -0.022258 | -0.164777 | -0.159116 | 1.710923 | 1.553181 | -0.483317 | -0.716261 | -1.509789 | 1.053705 | 0.878490 |
| 9 | -0.543726 | -1.102982 | 0.967098 | 1.143373 | 1.401262 | 0.046556 | 1.364831 | -1.047457 | -0.616102 | -1.335158 | 1.427699 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 1.737390 | 1.184432 | 1.342028 | 1.093086 | 0.371719 | -0.719245 | -0.942258 | 1.251807 | 1.566657 | 0.469506 | 1.275428 |
| 991 | -1.328080 | -0.802630 | -0.824151 | -0.792108 | -1.264682 | -0.588993 | 1.034433 | 1.341382 | 1.025376 | 0.271130 | -0.134193 |
| 992 | 1.032310 | 0.821103 | 0.486853 | -0.148356 | -1.268776 | 1.260072 | -0.094002 | -1.335021 | -0.019862 | -0.759503 | -1.892105 |
| 993 | -1.195180 | -0.867430 | -1.242506 | 0.293934 | -0.478004 | 0.320371 | -1.549136 | -1.724971 | -0.459054 | -1.442448 | 0.615490 |
| 994 | 0.735658 | -0.285364 | 1.665502 | 0.087542 | 0.387247 | -1.313441 | 1.735352 | -1.636060 | -0.880492 | 0.945093 | 0.640972 |
| 995 | -0.734504 | -1.313477 | 0.992144 | 1.038200 | 0.108736 | 0.960036 | -0.670038 | -0.259006 | -1.050429 | -0.949520 | 0.820211 |
| 996 | 1.426928 | 0.720568 | 1.600423 | 0.886567 | -1.648804 | -1.532833 | 0.536176 | 0.043042 | 1.698270 | 1.051942 | -0.790412 |
| 997 | 0.350063 | 0.789333 | -0.546058 | 1.305348 | -1.160146 | 0.230994 | -0.159745 | 0.306562 | 0.932805 | -1.568219 | -1.221568 |
| 998 | 0.281373 | -0.369166 | 1.284672 | 1.170539 | -0.443850 | -1.513156 | 1.441288 | 1.270635 | 0.630030 | 1.268447 | 1.089369 |
| 999 | -0.392178 | 0.472205 | -1.122238 | 1.144378 | 0.053636 | -1.155011 | -0.369358 | 1.342224 | 0.870776 | 0.950774 | 0.702655 |